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# CITATION file created with {cffr} R package
# See also: https://docs.ropensci.org/cffr/
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cff-version: 1.2.0
message: 'To cite package "glmnet" in publications use:'
type: software
license: GPL-2.0-only
title: 'glmnet: Lasso and Elastic-Net Regularized Generalized Linear Models'
version: 4.1-8
doi: 10.18637/jss.v033.i01
identifiers:
- type: doi
  value: 10.32614/CRAN.package.glmnet
abstract: Extremely efficient procedures for fitting the entire lasso or elastic-net
  regularization path for linear regression, logistic and multinomial regression models,
  Poisson regression, Cox model, multiple-response Gaussian, and the grouped multinomial
  regression; see <https://doi.org/10.18637/jss.v033.i01> and <https://doi.org/10.18637/jss.v039.i05>.
  There are two new and important additions. The family argument can be a GLM family
  object, which opens the door to any programmed family (<https://doi.org/10.18637/jss.v106.i01>).
  This comes with a modest computational cost, so when the built-in families suffice,
  they should be used instead. The other novelty is the relax option, which refits
  each of the active sets in the path unpenalized. The algorithm uses cyclical coordinate
  descent in a path-wise fashion, as described in the papers cited.
authors:
- family-names: Friedman
  given-names: Jerome
- family-names: Hastie
  given-names: Trevor
  email: hastie@stanford.edu
- family-names: Tibshirani
  given-names: Rob
- family-names: Narasimhan
  given-names: Balasubramanian
- family-names: Tay
  given-names: Kenneth
- family-names: Simon
  given-names: Noah
- family-names: Yang
  given-names: James
preferred-citation:
  type: article
  title: Regularization Paths for Generalized Linear Models via Coordinate Descent
  authors:
  - family-names: Friedman
    given-names: Jerome
  - family-names: Tibshirani
    given-names: Robert
  - family-names: Hastie
    given-names: Trevor
    email: hastie@stanford.edu
  journal: Journal of Statistical Software
  year: '2010'
  volume: '33'
  issue: '1'
  doi: 10.18637/jss.v033.i01
  start: '1'
  end: '22'
repository: https://trevorhastie.r-universe.dev
commit: 625f6ca6e3132ce730563ce34233c37f347754c8
url: https://glmnet.stanford.edu
date-released: '2023-08-19'
contact:
- family-names: Hastie
  given-names: Trevor
  email: hastie@stanford.edu
references:
- type: article
  title: Regularization Paths for Cox's Proportional Hazards Model via Coordinate
    Descent
  authors:
  - family-names: Simon
    given-names: Noah
  - family-names: Friedman
    given-names: Jerome
  - family-names: Tibshirani
    given-names: Robert
  - family-names: Hastie
    given-names: Trevor
  journal: Journal of Statistical Software
  year: '2011'
  volume: '39'
  issue: '5'
  doi: 10.18637/jss.v039.i05
  start: '1'
  end: '13'
- type: article
  title: Elastic Net Regularization Paths for All Generalized Linear Models
  authors:
  - family-names: Tay
    given-names: J. Kenneth
    email: kjytay@stanford.edu
  - family-names: Narasimhan
    given-names: Balasubramanian
    email: naras@stanford.edu
  - family-names: Hastie
    given-names: Trevor
    email: hastie@stanford.edu
  journal: Journal of Statistical Software
  year: '2023'
  volume: '106'
  issue: '1'
  doi: 10.18637/jss.v106.i01
  start: '1'
  end: '31'